{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# mplfinance subplots using the \"Panels Method\"\n",
    "\n",
    "---\n",
    "\n",
    "### Introduction:\n",
    "* Mplfinance allows users to create up to ten vertically stacked \"*panels*\", all sharing the same date/time x-axis.\n",
    "* Here is an example showing 3 panels:\n",
    "\n",
    "![sample_subplot](data/sample_subplot.png)\n",
    "\n",
    "### Features and Basic Terminology\n",
    "* Panels are identified by their \"Panel ID\", an integer ranging from 0 to 9.\n",
    "* Panel ID's are always numbered from top to bottom, thus:\n",
    "  - Panel 0 is always the uppermost panel, Panel 1 is just below that, and so on.\n",
    "* The \"*main panel*\" is the panel where candlesticks/ohlc data are plotted.\n",
    "  - In the above example, the \"main panel\" is in the middle (which in this example is Panel 1)\n",
    "<br><br>\n",
    "* Users can choose which panel is the *main panel*, and on which panel to plot *volume*.\n",
    "  - By default, if not specified, Panel 0 (the *uppermost* panel) is used for candlesticks/ohlc data.\n",
    "  - By default, if not specified, Panel 1 (second from top) is used for volume.\n",
    "  - Previous versions of mplfinance that supported only two panels called these panels \"main\" and \"lower\".  For backwards compatibility, if any code passes in `panel='main'` that will be translated to `panel=0` and `panel='lower'` will be translated to `panel=1`.  Going forward, however, users should use only integers to identify panels.\n",
    "<br><br>\n",
    "* The relative sizes of panels may be specified with the `panel_ratios` kwarg.\n",
    "  - See below for example usage.\n",
    "  - By default, if not specified, the main panel is 2.5 times the height of all other panels (and all other panels are equal in size to one another).\n",
    "<br><br>\n",
    "* mplfinance automatically determines how many panels are needed, based on which panels were specified for the main panel, volume panel, and each of the addplot panels.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## PLEASE NOTE:  This tutorial ASSUMES you have already read:<br><br>&nbsp;&nbsp;&nbsp; [Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "\n",
    "## Examples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
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       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "idf.shape\n",
    "idf.head(3)\n",
    "idf.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Let's grab 5 months of data from the input data frame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = idf.loc['2011-07-01':'2011-12-30',:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### We can, of course, plot a basic ohlc or candlestick plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.5a2'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__\n",
    "mpf.plot(df,volume=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### We can switch which panel is main and which contains volume:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=1,volume_panel=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "or we can make both panels the same size:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,panel_ratios=(1,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Or make the main panel 4 times that of the volume panel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,panel_ratios=(4,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Let's add a third panel containing bollinger data.\n",
    "\n",
    "By default addplot uses Panel 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap0 = [ mpf.make_addplot(df['UpperB'],color='g'),  # uses panel 0 by default\n",
    "        mpf.make_addplot(df['LowerB'],color='b'),  # uses panel 0 by default\n",
    "      ]\n",
    "mpf.plot(df,type='candle',volume=True,addplot=ap0)  \n",
    "\n",
    "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=2),  # panel 2 specified\n",
    "        mpf.make_addplot(df['LowerB'],color='b',panel=2),  # panel 2 specified\n",
    "      ]\n",
    "mpf.plot(df,type='candle',volume=True,addplot=ap2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Now that we have 3 panels, we can demonstrate how to use ` panel_ratios `\n",
    "\n",
    "#### There are two ways to specify ` panel_ratios `:\n",
    "1. As a sequence of numbers, **one for each panel**, to be applied in order to panel IDs 0, 1, 2, etc.\n",
    "2. As a sequence of only **TWO** numbers:  The first number will be applied *to the **main** panel*, and the second number will be applied *to all other panels*.\n",
    "\n",
    "\n",
    "- In the ambiguous case where there are only two panels, the sequence of panel_ratio numbers will be treated as in item #1:<br> The first number will apply to Panel 0, and the second to Panel 1 (regardless of which panel the user chooses for the main panel).\n",
    "\n",
    "\n",
    "---\n",
    "\n",
    "Let's rearrange the above plot to have the main panel on the bottom, and the volume panel on top.<br>\n",
    "Then we will demonstrate the above two uses of panel_ratios."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=1),\n",
    "        mpf.make_addplot(df['LowerB'],color='b',panel=1),\n",
    "      ]\n",
    "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,addplot=ap2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "As was mentioned previously,<br>the default for panel_ratios is that all panels are the same height *except* the main panel which is 2.5 times the height of the others.<br>**For the above example, this is equivalent to:**\n",
    "\n",
    "1. specifying **` panel_ratios=(2,2,5) `<br>**(panel ID's 0 and 1 are each 2/5 the size of panel 2, and panel 2 is 5/2 times as high as each of the other two panels)<br><br>\n",
    "\n",
    "2. or specifying **` panel_ratios=(5,2) `**<br>(main panel 5/2 times as high as the other panels, and all other panels 2/5 as high as the main panel),<br>\n",
    "\n",
    "\n",
    "Both of the above `panel_ratios` specifications have the same effect, and both are equivalent to the default.  Note carefully that the first specification requires that we have in mind that the main panel will be on the bottom.  But the second specification does not.  The second specification however requires that all panels, other than the main panel, be the same size (a typical practice).  However if we want any panels *other than* the main panel to differ in size from each other, then we must use the first specification providing a ratio number for every panel in use.\n",
    "\n",
    "For example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n",
    "         addplot=ap2,panel_ratios=(4,3,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n",
    "         addplot=ap2,panel_ratios=(4,1.5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "Notice that in all of the above examples, mplfinance automatically determined ***how many*** panels we needed based on our specification of panel ID's.  This automatic determination however requires that we do *not* skip any panel ID's.  If we do, mplfinance will raise an exception:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "inferred panel list is missing panels: [2]",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-13-9ddf39b8267d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmpf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'candle'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmain_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maddplot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0map2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/code/mplfinance/src/mplfinance/plotting.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(data, **kwargs)\u001b[0m\n\u001b[1;32m    279\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Request for volume, but NO volume data.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    280\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 281\u001b[0;31m     \u001b[0mpanels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_build_panels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    282\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    283\u001b[0m     \u001b[0mvolumeAxes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpanels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mat\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume_panel'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'axes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/code/mplfinance/src/mplfinance/_panels.py\u001b[0m in \u001b[0;36m_build_panels\u001b[0;34m(figure, config)\u001b[0m\n\u001b[1;32m     99\u001b[0m         \u001b[0mmissing\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpset\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    100\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 101\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'inferred panel list is missing panels: '\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    102\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    103\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: inferred panel list is missing panels: [2]"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x575 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "We can override this behavior by ***explicitly*** setting the number of panels, ***however*** the panel for the ID that was skipped will be empty of any plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2,num_panels=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Finally, we demonstate using these features to create a **MACD** plot (**M**oving **A**verage **C**onvergence **D**ivergence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- First use Pandas to calculate the 12 period and 26 period exponential moving averages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n",
    "exp26 = df['Close'].ewm(span=26, adjust=False).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "* The MACD Line is defined as the difference between these two moving averages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "macd = exp12 - exp26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "* The MACD Signal is defined as the 9 period exponential moving average of the MACD Line:<br><br>\n",
    "* We also calculate the difference between the MACD Line and the MACD Signal which we will plot as a histogram:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal    = macd.ewm(span=9, adjust=False).mean()\n",
    "histogram = macd - signal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Now create our MACD plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1012x632.5 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(exp12,color='lime'),\n",
    "        mpf.make_addplot(exp26,color='c'),\n",
    "        mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n",
    "                         color='dimgray',alpha=1,secondary_y=False),\n",
    "        mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True),\n",
    "        mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n",
    "         style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- Just for fun, the same plot in a different style:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1012x632.5 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n",
    "         style=s,volume=True,volume_panel=2,panel_ratios=(6,3,2))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
